Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 8124 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Boolean | 2 |
| Numeric | 10 |
balance_transfer is highly overall correlated with portfolio_balance and 1 other fields | High correlation |
avg_account_balance is highly overall correlated with portfolio_balance and 1 other fields | High correlation |
portfolio_balance is highly overall correlated with balance_transfer and 4 other fields | High correlation |
insurance is highly overall correlated with portfolio_balance and 1 other fields | High correlation |
sip_investments is highly overall correlated with portfolio_balance and 1 other fields | High correlation |
lumpsum_investments is highly overall correlated with balance_transfer and 5 other fields | High correlation |
combined_purchase is highly overall correlated with lumpsum_investments | High correlation |
home_status is highly imbalanced (76.4%) | Imbalance |
self_employed is highly imbalanced (62.8%) | Imbalance |
net_worth is highly imbalanced (51.3%) | Imbalance |
loan is highly skewed (γ1 = 24.68704289) | Skewed |
balance_transfer has 3524 (43.4%) zeros | Zeros |
term_deposit has 4587 (56.5%) zeros | Zeros |
avg_account_balance has 2806 (34.5%) zeros | Zeros |
insurance has 1449 (17.8%) zeros | Zeros |
loan has 3837 (47.2%) zeros | Zeros |
sip_investments has 2016 (24.8%) zeros | Zeros |
lumpsum_investments has 171 (2.1%) zeros | Zeros |
combined_purchase has 3824 (47.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-10 19:43:49.948007 |
|---|---|
| Analysis finished | 2023-05-10 19:44:01.531435 |
| Duration | 11.58 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
num_children
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 375 |
| 4 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8124 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8124 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8124 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8124 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4991 | |
| 1 | 1474 | 18.1% |
| 2 | 1271 | 15.6% |
| 3 | 375 | 4.6% |
| 4 | 13 | 0.2% |
age_band
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 45-50 | |
|---|---|
| 41-45 | |
| 36-40 | |
| 55-60 | |
| 31-35 | |
| Other values (7) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9155588 |
| Min length | 3 |
Characters and Unicode
| Total characters | 39934 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 31-35 |
|---|---|
| 2nd row | 45-50 |
| 3rd row | 36-40 |
| 4th row | 31-35 |
| 5th row | 55-60 |
Common Values
| Value | Count | Frequency (%) |
| 45-50 | 1136 | |
| 41-45 | 903 | |
| 36-40 | 895 | |
| 55-60 | 865 | |
| 31-35 | 840 | |
| 51-55 | 833 | |
| 26-30 | 735 | |
| 61-65 | 700 | |
| 65-70 | 468 | |
| 22-25 | 356 | 4.4% |
| Other values (2) | 393 | 4.8% |
Length
| Value | Count | Frequency (%) |
| 45-50 | 1136 | |
| 41-45 | 903 | |
| 36-40 | 895 | |
| 55-60 | 865 | |
| 31-35 | 840 | |
| 51-55 | 833 | |
| 26-30 | 735 | |
| 61-65 | 700 | |
| 65-70 | 468 | |
| 22-25 | 356 | 4.4% |
| Other values (2) | 393 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 9768 | |
| - | 7781 | |
| 6 | 4363 | |
| 0 | 4099 | |
| 4 | 3837 | 9.6% |
| 1 | 3719 | 9.3% |
| 3 | 3310 | 8.3% |
| 2 | 1853 | 4.6% |
| 7 | 811 | 2.0% |
| + | 343 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 31810 | |
| Dash Punctuation | 7781 | 19.5% |
| Math Symbol | 343 | 0.9% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 9768 | |
| 6 | 4363 | |
| 0 | 4099 | |
| 4 | 3837 | 12.1% |
| 1 | 3719 | 11.7% |
| 3 | 3310 | 10.4% |
| 2 | 1853 | 5.8% |
| 7 | 811 | 2.5% |
| 8 | 50 | 0.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7781 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 343 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 39934 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 9768 | |
| - | 7781 | |
| 6 | 4363 | |
| 0 | 4099 | |
| 4 | 3837 | 9.6% |
| 1 | 3719 | 9.3% |
| 3 | 3310 | 8.3% |
| 2 | 1853 | 4.6% |
| 7 | 811 | 2.0% |
| + | 343 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39934 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 9768 | |
| - | 7781 | |
| 6 | 4363 | |
| 0 | 4099 | |
| 4 | 3837 | 9.6% |
| 1 | 3719 | 9.3% |
| 3 | 3310 | 8.3% |
| 2 | 1853 | 4.6% |
| 7 | 811 | 2.0% |
| + | 343 | 0.9% |
marital_status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Partner | |
|---|---|
| Single/Never Married | |
| Divorced/Separated | 569 |
| Widowed | 510 |
Length
| Max length | 20 |
|---|---|
| Median length | 7 |
| Mean length | 9.1802068 |
| Min length | 7 |
Characters and Unicode
| Total characters | 74580 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Partner |
|---|---|
| 2nd row | Partner |
| 3rd row | Partner |
| 4th row | Partner |
| 5th row | Partner |
Common Values
| Value | Count | Frequency (%) |
| Partner | 6164 | |
| Single/Never Married | 881 | 10.8% |
| Divorced/Separated | 569 | 7.0% |
| Widowed | 510 | 6.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| partner | 6164 | |
| single/never | 881 | 9.8% |
| married | 881 | 9.8% |
| divorced/separated | 569 | 6.3% |
| widowed | 510 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 16109 | |
| e | 11905 | |
| a | 8183 | |
| n | 7045 | |
| t | 6733 | |
| P | 6164 | 8.3% |
| d | 3039 | 4.1% |
| i | 2841 | 3.8% |
| S | 1450 | 1.9% |
| / | 1450 | 1.9% |
| Other values (12) | 9661 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 61794 | |
| Uppercase Letter | 10455 | 14.0% |
| Other Punctuation | 1450 | 1.9% |
| Space Separator | 881 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 16109 | |
| e | 11905 | |
| a | 8183 | |
| n | 7045 | |
| t | 6733 | |
| d | 3039 | 4.9% |
| i | 2841 | 4.6% |
| v | 1450 | 2.3% |
| o | 1079 | 1.7% |
| l | 881 | 1.4% |
| Other values (4) | 2529 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 6164 | |
| S | 1450 | 13.9% |
| M | 881 | 8.4% |
| N | 881 | 8.4% |
| D | 569 | 5.4% |
| W | 510 | 4.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 1450 |
Space Separator
| Value | Count | Frequency (%) |
| 881 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 72249 | |
| Common | 2331 | 3.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 16109 | |
| e | 11905 | |
| a | 8183 | |
| n | 7045 | |
| t | 6733 | |
| P | 6164 | 8.5% |
| d | 3039 | 4.2% |
| i | 2841 | 3.9% |
| S | 1450 | 2.0% |
| v | 1450 | 2.0% |
| Other values (10) | 7330 |
Common
| Value | Count | Frequency (%) |
| / | 1450 | |
| 881 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74580 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 16109 | |
| e | 11905 | |
| a | 8183 | |
| n | 7045 | |
| t | 6733 | |
| P | 6164 | 8.3% |
| d | 3039 | 4.1% |
| i | 2841 | 3.8% |
| S | 1450 | 1.9% |
| / | 1450 | 1.9% |
| Other values (12) | 9661 |
occupation
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Professional | |
|---|---|
| Retired | |
| Secretarial/Admin | |
| Housewife | |
| Business Manager | |
| Other values (2) |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 11.798498 |
| Min length | 7 |
Characters and Unicode
| Total characters | 95851 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Professional |
|---|---|
| 2nd row | Secretarial/Admin |
| 3rd row | Manual Worker |
| 4th row | Manual Worker |
| 5th row | Housewife |
Common Values
| Value | Count | Frequency (%) |
| Professional | 2586 | |
| Retired | 1840 | |
| Secretarial/Admin | 1435 | |
| Housewife | 984 | 12.1% |
| Business Manager | 781 | 9.6% |
| Manual Worker | 451 | 5.6% |
| Student | 47 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| professional | 2586 | |
| retired | 1840 | |
| secretarial/admin | 1435 | |
| housewife | 984 | 10.5% |
| business | 781 | 8.3% |
| manager | 781 | 8.3% |
| manual | 451 | 4.8% |
| worker | 451 | 4.8% |
| student | 47 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 13164 | |
| i | 9061 | 9.5% |
| r | 8979 | 9.4% |
| s | 8499 | 8.9% |
| a | 7920 | 8.3% |
| o | 6607 | 6.9% |
| n | 6081 | 6.3% |
| l | 4472 | 4.7% |
| f | 3570 | 3.7% |
| t | 3369 | 3.5% |
| Other values (17) | 24129 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 82393 | |
| Uppercase Letter | 10791 | 11.3% |
| Other Punctuation | 1435 | 1.5% |
| Space Separator | 1232 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 13164 | |
| i | 9061 | |
| r | 8979 | |
| s | 8499 | |
| a | 7920 | |
| o | 6607 | |
| n | 6081 | |
| l | 4472 | 5.4% |
| f | 3570 | 4.3% |
| t | 3369 | 4.1% |
| Other values (7) | 10671 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 2586 | |
| R | 1840 | |
| S | 1482 | |
| A | 1435 | |
| M | 1232 | |
| H | 984 | 9.1% |
| B | 781 | 7.2% |
| W | 451 | 4.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 1435 |
Space Separator
| Value | Count | Frequency (%) |
| 1232 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 93184 | |
| Common | 2667 | 2.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 13164 | |
| i | 9061 | |
| r | 8979 | |
| s | 8499 | 9.1% |
| a | 7920 | 8.5% |
| o | 6607 | 7.1% |
| n | 6081 | 6.5% |
| l | 4472 | 4.8% |
| f | 3570 | 3.8% |
| t | 3369 | 3.6% |
| Other values (15) | 21462 |
Common
| Value | Count | Frequency (%) |
| / | 1435 | |
| 1232 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 95851 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 13164 | |
| i | 9061 | 9.5% |
| r | 8979 | 9.4% |
| s | 8499 | 8.9% |
| a | 7920 | 8.3% |
| o | 6607 | 6.9% |
| n | 6081 | 6.3% |
| l | 4472 | 4.7% |
| f | 3570 | 3.7% |
| t | 3369 | 3.5% |
| Other values (17) | 24129 |
occupation_partner
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Professional | |
|---|---|
| Retired | |
| Manual Worker | |
| Business Manager | |
| Secretarial/Admin | |
| Other values (2) |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 11.779665 |
| Min length | 7 |
Characters and Unicode
| Total characters | 95698 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Professional |
|---|---|
| 2nd row | Professional |
| 3rd row | Manual Worker |
| 4th row | Manual Worker |
| 5th row | Professional |
Common Values
| Value | Count | Frequency (%) |
| Professional | 3507 | |
| Retired | 1558 | |
| Manual Worker | 1222 | 15.0% |
| Business Manager | 891 | 11.0% |
| Secretarial/Admin | 510 | 6.3% |
| Housewife | 422 | 5.2% |
| Student | 14 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| professional | 3507 | |
| retired | 1558 | |
| manual | 1222 | 11.9% |
| worker | 1222 | 11.9% |
| business | 891 | 8.7% |
| manager | 891 | 8.7% |
| secretarial/admin | 510 | 5.0% |
| housewife | 422 | 4.1% |
| student | 14 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11505 | |
| s | 10109 | |
| r | 9420 | |
| a | 8753 | |
| o | 8658 | |
| i | 7398 | 7.7% |
| n | 7035 | 7.4% |
| l | 5239 | 5.5% |
| f | 3929 | 4.1% |
| P | 3507 | 3.7% |
| Other values (17) | 20145 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 82328 | |
| Uppercase Letter | 10747 | 11.2% |
| Space Separator | 2113 | 2.2% |
| Other Punctuation | 510 | 0.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11505 | |
| s | 10109 | |
| r | 9420 | |
| a | 8753 | |
| o | 8658 | |
| i | 7398 | |
| n | 7035 | |
| l | 5239 | |
| f | 3929 | 4.8% |
| u | 2549 | 3.1% |
| Other values (7) | 7733 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 3507 | |
| M | 2113 | |
| R | 1558 | |
| W | 1222 | 11.4% |
| B | 891 | 8.3% |
| S | 524 | 4.9% |
| A | 510 | 4.7% |
| H | 422 | 3.9% |
Space Separator
| Value | Count | Frequency (%) |
| 2113 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 510 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 93075 | |
| Common | 2623 | 2.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11505 | |
| s | 10109 | |
| r | 9420 | |
| a | 8753 | |
| o | 8658 | |
| i | 7398 | |
| n | 7035 | |
| l | 5239 | 5.6% |
| f | 3929 | 4.2% |
| P | 3507 | 3.8% |
| Other values (15) | 17522 |
Common
| Value | Count | Frequency (%) |
| 2113 | ||
| / | 510 | 19.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 95698 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11505 | |
| s | 10109 | |
| r | 9420 | |
| a | 8753 | |
| o | 8658 | |
| i | 7398 | 7.7% |
| n | 7035 | 7.4% |
| l | 5239 | 5.5% |
| f | 3929 | 4.1% |
| P | 3507 | 3.7% |
| Other values (17) | 20145 |
home_status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Own Home | |
|---|---|
| Rent from Council/HA | 279 |
| Rent Privately | 205 |
| Live in Parental Hom | 90 |
Length
| Max length | 20 |
|---|---|
| Median length | 8 |
| Mean length | 8.6964549 |
| Min length | 8 |
Characters and Unicode
| Total characters | 70650 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Own Home |
|---|---|
| 2nd row | Own Home |
| 3rd row | Rent Privately |
| 4th row | Own Home |
| 5th row | Own Home |
Common Values
| Value | Count | Frequency (%) |
| Own Home | 7550 | |
| Rent from Council/HA | 279 | 3.4% |
| Rent Privately | 205 | 2.5% |
| Live in Parental Hom | 90 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| own | 7550 | |
| home | 7550 | |
| rent | 484 | 2.9% |
| from | 279 | 1.7% |
| council/ha | 279 | 1.7% |
| privately | 205 | 1.2% |
| live | 90 | 0.5% |
| in | 90 | 0.5% |
| parental | 90 | 0.5% |
| hom | 90 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8583 | ||
| n | 8493 | |
| e | 8419 | |
| o | 8198 | |
| H | 7919 | |
| m | 7919 | |
| O | 7550 | |
| w | 7550 | |
| t | 779 | 1.1% |
| i | 664 | 0.9% |
| Other values (14) | 4576 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44892 | |
| Uppercase Letter | 16896 | 23.9% |
| Space Separator | 8583 | 12.1% |
| Other Punctuation | 279 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 8493 | |
| e | 8419 | |
| o | 8198 | |
| m | 7919 | |
| w | 7550 | |
| t | 779 | 1.7% |
| i | 664 | 1.5% |
| r | 574 | 1.3% |
| l | 574 | 1.3% |
| a | 385 | 0.9% |
| Other values (5) | 1337 | 3.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 7919 | |
| O | 7550 | |
| R | 484 | 2.9% |
| P | 295 | 1.7% |
| A | 279 | 1.7% |
| C | 279 | 1.7% |
| L | 90 | 0.5% |
Space Separator
| Value | Count | Frequency (%) |
| 8583 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 279 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61788 | |
| Common | 8862 | 12.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 8493 | |
| e | 8419 | |
| o | 8198 | |
| H | 7919 | |
| m | 7919 | |
| O | 7550 | |
| w | 7550 | |
| t | 779 | 1.3% |
| i | 664 | 1.1% |
| r | 574 | 0.9% |
| Other values (12) | 3723 |
Common
| Value | Count | Frequency (%) |
| 8583 | ||
| / | 279 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70650 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8583 | ||
| n | 8493 | |
| e | 8419 | |
| o | 8198 | |
| H | 7919 | |
| m | 7919 | |
| O | 7550 | |
| w | 7550 | |
| t | 779 | 1.1% |
| i | 664 | 0.9% |
| Other values (14) | 4576 |
family_income
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| >=35,000 | |
|---|---|
| <27,500, >=25,000 | |
| <30,000, >=27,500 | |
| <25,000, >=22,500 | |
| <12,500, >=10,000 | |
| Other values (7) |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 14.362383 |
| Min length | 7 |
Characters and Unicode
| Total characters | 116680 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >=35,000 |
|---|---|
| 2nd row | >=35,000 |
| 3rd row | <22,500, >=20,000 |
| 4th row | <25,000, >=22,500 |
| 5th row | >=35,000 |
Common Values
| Value | Count | Frequency (%) |
| >=35,000 | 2122 | |
| <27,500, >=25,000 | 969 | |
| <30,000, >=27,500 | 796 | 9.8% |
| <25,000, >=22,500 | 656 | 8.1% |
| <12,500, >=10,000 | 535 | 6.6% |
| <20,000, >=17,500 | 525 | 6.5% |
| <17,500, >=15,000 | 521 | 6.4% |
| <15,000, >=12,500 | 508 | 6.3% |
| <22,500, >=20,000 | 479 | 5.9% |
| <10,000, >= 8,000 | 452 | 5.6% |
| Other values (2) | 561 | 6.9% |
Length
| Value | Count | Frequency (%) |
| 35,000 | 2122 | |
| 27,500 | 1765 | |
| 25,000 | 1625 | |
| 1341 | ||
| 22,500 | 1135 | |
| 17,500 | 1046 | |
| 12,500 | 1043 | |
| 15,000 | 1029 | |
| 20,000 | 1004 | |
| 10,000 | 987 | |
| Other values (3) | 2137 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39477 | |
| , | 19662 | |
| 5 | 9765 | 8.4% |
| > | 7891 | 6.8% |
| = | 7891 | 6.8% |
| 2 | 7707 | 6.6% |
| 7110 | 6.1% | |
| < | 6002 | 5.1% |
| 1 | 4105 | 3.5% |
| 3 | 2918 | 2.5% |
| Other values (3) | 4152 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 68124 | |
| Math Symbol | 21784 | 18.7% |
| Other Punctuation | 19662 | 16.9% |
| Space Separator | 7110 | 6.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 39477 | |
| 5 | 9765 | 14.3% |
| 2 | 7707 | 11.3% |
| 1 | 4105 | 6.0% |
| 3 | 2918 | 4.3% |
| 7 | 2811 | 4.1% |
| 8 | 780 | 1.1% |
| 4 | 561 | 0.8% |
Math Symbol
| Value | Count | Frequency (%) |
| > | 7891 | |
| = | 7891 | |
| < | 6002 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 19662 |
Space Separator
| Value | Count | Frequency (%) |
| 7110 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 116680 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 39477 | |
| , | 19662 | |
| 5 | 9765 | 8.4% |
| > | 7891 | 6.8% |
| = | 7891 | 6.8% |
| 2 | 7707 | 6.6% |
| 7110 | 6.1% | |
| < | 6002 | 5.1% |
| 1 | 4105 | 3.5% |
| 3 | 2918 | 2.5% |
| Other values (3) | 4152 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116680 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 39477 | |
| , | 19662 | |
| 5 | 9765 | 8.4% |
| > | 7891 | 6.8% |
| = | 7891 | 6.8% |
| 2 | 7707 | 6.6% |
| 7110 | 6.1% | |
| < | 6002 | 5.1% |
| 1 | 4105 | 3.5% |
| 3 | 2918 | 2.5% |
| Other values (3) | 4152 | 3.6% |
self_employed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.1 KiB |
| False | |
|---|---|
| True | 581 |
| Value | Count | Frequency (%) |
| False | 7543 | |
| True | 581 | 7.2% |
self_employed_partner
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7207 | |
| True | 917 | 11.3% |
year_last_moved
Real number (ℝ)
| Distinct | 93 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8381 |
| Minimum | 1901 |
|---|---|
| Maximum | 1999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 1901 |
|---|---|
| 5-th percentile | 1963 |
| Q1 | 1978 |
| median | 1988 |
| Q3 | 1994 |
| 95-th percentile | 1998 |
| Maximum | 1999 |
| Range | 98 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.414802 |
|---|---|
| Coefficient of variation (CV) | 0.0062548184 |
| Kurtosis | 5.7086875 |
| Mean | 1984.8381 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -1.7681977 |
| Sum | 16124825 |
| Variance | 154.12731 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1997 | 617 | 7.6% |
| 1996 | 525 | 6.5% |
| 1998 | 434 | 5.3% |
| 1994 | 423 | 5.2% |
| 1995 | 386 | 4.8% |
| 1988 | 338 | 4.2% |
| 1993 | 323 | 4.0% |
| 1986 | 316 | 3.9% |
| 1992 | 294 | 3.6% |
| 1987 | 284 | 3.5% |
| Other values (83) | 4184 |
| Value | Count | Frequency (%) |
| 1901 | 2 | |
| 1902 | 2 | |
| 1903 | 1 | < 0.1% |
| 1904 | 2 | |
| 1905 | 3 | |
| 1906 | 1 | < 0.1% |
| 1907 | 2 | |
| 1908 | 3 | |
| 1909 | 1 | < 0.1% |
| 1910 | 2 |
| Value | Count | Frequency (%) |
| 1999 | 51 | 0.6% |
| 1998 | 434 | |
| 1997 | 617 | |
| 1996 | 525 | |
| 1995 | 386 | |
| 1994 | 423 | |
| 1993 | 323 | |
| 1992 | 294 | |
| 1991 | 256 | |
| 1990 | 273 |
balance_transfer
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1860 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.082922 |
| Minimum | 0 |
|---|---|
| Maximum | 2951.76 |
| Zeros | 3524 |
| Zeros (%) | 43.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17.485 |
| Q3 | 64.99 |
| 95-th percentile | 186.9005 |
| Maximum | 2951.76 |
| Range | 2951.76 |
| Interquartile range (IQR) | 64.99 |
Descriptive statistics
| Standard deviation | 79.084692 |
|---|---|
| Coefficient of variation (CV) | 1.7161388 |
| Kurtosis | 231.64235 |
| Mean | 46.082922 |
| Median Absolute Deviation (MAD) | 17.485 |
| Skewness | 8.1737344 |
| Sum | 374377.66 |
| Variance | 6254.3886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3524 | |
| 0.01 | 155 | 1.9% |
| 24.99 | 135 | 1.7% |
| 29.99 | 114 | 1.4% |
| 19.99 | 72 | 0.9% |
| 34.99 | 63 | 0.8% |
| 25.99 | 52 | 0.6% |
| 0.51 | 44 | 0.5% |
| 44.99 | 43 | 0.5% |
| 0.02 | 41 | 0.5% |
| Other values (1850) | 3881 |
| Value | Count | Frequency (%) |
| 0 | 3524 | |
| 0.01 | 155 | 1.9% |
| 0.02 | 41 | 0.5% |
| 0.03 | 12 | 0.1% |
| 0.04 | 2 | < 0.1% |
| 0.05 | 5 | 0.1% |
| 0.46 | 1 | < 0.1% |
| 0.51 | 44 | 0.5% |
| 0.52 | 35 | 0.4% |
| 0.53 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 2951.76 | 1 | |
| 860.83 | 1 | |
| 749.38 | 1 | |
| 659.21 | 1 | |
| 644.87 | 1 | |
| 601.85 | 1 | |
| 596.85 | 1 | |
| 583.87 | 1 | |
| 573.4 | 1 | |
| 570.86 | 1 |
term_deposit
Real number (ℝ)
| Distinct | 1215 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.284649 |
| Minimum | 0 |
|---|---|
| Maximum | 784.82 |
| Zeros | 4587 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 34.49 |
| 95-th percentile | 124.957 |
| Maximum | 784.82 |
| Range | 784.82 |
| Interquartile range (IQR) | 34.49 |
Descriptive statistics
| Standard deviation | 54.133537 |
|---|---|
| Coefficient of variation (CV) | 1.9840291 |
| Kurtosis | 28.68558 |
| Mean | 27.284649 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1741626 |
| Sum | 221660.49 |
| Variance | 2930.4398 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4587 | |
| 24.99 | 128 | 1.6% |
| 29.99 | 125 | 1.5% |
| 19.99 | 87 | 1.1% |
| 14.99 | 75 | 0.9% |
| 9.99 | 64 | 0.8% |
| 34.99 | 62 | 0.8% |
| 0.01 | 58 | 0.7% |
| 29.49 | 47 | 0.6% |
| 24.49 | 40 | 0.5% |
| Other values (1205) | 2851 |
| Value | Count | Frequency (%) |
| 0 | 4587 | |
| 0.01 | 58 | 0.7% |
| 0.02 | 12 | 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.51 | 28 | 0.3% |
| 0.52 | 10 | 0.1% |
| 0.53 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03 | 3 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 784.82 | 1 | |
| 738.67 | 1 | |
| 716.12 | 1 | |
| 597.76 | 1 | |
| 539.18 | 1 | |
| 522.77 | 1 | |
| 514.26 | 1 | |
| 505.54 | 1 | |
| 493.78 | 1 | |
| 484.73 | 1 |
avg_account_balance
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1923 |
|---|---|
| Distinct (%) | 23.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.838023 |
| Minimum | 0 |
|---|---|
| Maximum | 626.24 |
| Zeros | 2806 |
| Zeros (%) | 34.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14.98 |
| Q3 | 45.9225 |
| 95-th percentile | 120.692 |
| Maximum | 626.24 |
| Range | 626.24 |
| Interquartile range (IQR) | 45.9225 |
Descriptive statistics
| Standard deviation | 45.24944 |
|---|---|
| Coefficient of variation (CV) | 1.421239 |
| Kurtosis | 12.495594 |
| Mean | 31.838023 |
| Median Absolute Deviation (MAD) | 14.98 |
| Skewness | 2.6899852 |
| Sum | 258652.1 |
| Variance | 2047.5118 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2806 | |
| 29.99 | 112 | 1.4% |
| 4.99 | 111 | 1.4% |
| 11.99 | 96 | 1.2% |
| 9.99 | 84 | 1.0% |
| 14.99 | 74 | 0.9% |
| 24.99 | 69 | 0.8% |
| 2.99 | 49 | 0.6% |
| 34.99 | 48 | 0.6% |
| 14.49 | 41 | 0.5% |
| Other values (1913) | 4634 |
| Value | Count | Frequency (%) |
| 0 | 2806 | |
| 0.01 | 27 | 0.3% |
| 0.02 | 4 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.47 | 1 | < 0.1% |
| 0.51 | 9 | 0.1% |
| 0.52 | 2 | < 0.1% |
| 0.97 | 1 | < 0.1% |
| 0.98 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 626.24 | 1 | |
| 415.14 | 1 | |
| 410.71 | 1 | |
| 402.6 | 1 | |
| 398.06 | 1 | |
| 380.75 | 1 | |
| 367.34 | 1 | |
| 351.38 | 1 | |
| 348.18 | 1 | |
| 347.79 | 1 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Female | |
|---|---|
| Male | |
| Unknown | 31 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.514648 |
| Min length | 4 |
Characters and Unicode
| Total characters | 44801 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 6106 | |
| Male | 1987 | 24.5% |
| Unknown | 31 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 6106 | |
| male | 1987 | 24.5% |
| unknown | 31 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| F | 6106 | |
| m | 6106 | |
| M | 1987 | 4.4% |
| n | 93 | 0.2% |
| U | 31 | 0.1% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 36677 | |
| Uppercase Letter | 8124 | 18.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| m | 6106 | |
| n | 93 | 0.3% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
| w | 31 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 6106 | |
| M | 1987 | 24.5% |
| U | 31 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44801 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| F | 6106 | |
| m | 6106 | |
| M | 1987 | 4.4% |
| n | 93 | 0.2% |
| U | 31 | 0.1% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44801 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 14199 | |
| a | 8093 | |
| l | 8093 | |
| F | 6106 | |
| m | 6106 | |
| M | 1987 | 4.4% |
| n | 93 | 0.2% |
| U | 31 | 0.1% |
| k | 31 | 0.1% |
| o | 31 | 0.1% |
region
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| South East | |
|---|---|
| North West | |
| Unknown | |
| South West | |
| West Midlands | |
| Other values (8) |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 9.5942885 |
| Min length | 5 |
Characters and Unicode
| Total characters | 77944 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | North West |
|---|---|
| 2nd row | North West |
| 3rd row | South West |
| 4th row | Scotland |
| 5th row | Unknown |
Common Values
| Value | Count | Frequency (%) |
| South East | 1680 | |
| North West | 1517 | |
| Unknown | 856 | |
| South West | 769 | |
| West Midlands | 658 | 8.1% |
| East Midlands | 623 | 7.7% |
| Scotland | 615 | 7.6% |
| North | 464 | 5.7% |
| Wales | 443 | 5.5% |
| East Anglia | 344 | 4.2% |
| Other values (3) | 155 | 1.9% |
Length
| Value | Count | Frequency (%) |
| west | 2944 | |
| east | 2647 | |
| south | 2449 | |
| north | 1981 | |
| midlands | 1281 | |
| unknown | 856 | 6.2% |
| scotland | 615 | 4.4% |
| wales | 443 | 3.2% |
| anglia | 344 | 2.5% |
| northern | 135 | 1.0% |
| Other values (6) | 190 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | 9.4% |
| o | 6051 | 7.8% |
| 5761 | 7.4% | |
| a | 5490 | 7.0% |
| n | 5108 | 6.6% |
| h | 4570 | 5.9% |
| e | 3677 | 4.7% |
| W | 3387 | 4.3% |
| d | 3317 | 4.3% |
| Other values (17) | 22472 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 58313 | |
| Uppercase Letter | 13870 | 17.8% |
| Space Separator | 5761 | 7.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | |
| o | 6051 | |
| a | 5490 | |
| n | 5108 | |
| h | 4570 | |
| e | 3677 | 6.3% |
| d | 3317 | 5.7% |
| l | 2843 | 4.9% |
| u | 2449 | 4.2% |
| Other values (7) | 6697 |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 3387 | |
| S | 3064 | |
| E | 2647 | |
| N | 2116 | |
| M | 1296 | 9.3% |
| U | 856 | 6.2% |
| A | 344 | 2.5% |
| I | 155 | 1.1% |
| C | 5 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 5761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 72183 | |
| Common | 5761 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | 10.2% |
| o | 6051 | 8.4% |
| a | 5490 | 7.6% |
| n | 5108 | 7.1% |
| h | 4570 | 6.3% |
| e | 3677 | 5.1% |
| W | 3387 | 4.7% |
| d | 3317 | 4.6% |
| S | 3064 | 4.2% |
| Other values (16) | 19408 |
Common
| Value | Count | Frequency (%) |
| 5761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77944 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 10771 | |
| s | 7340 | 9.4% |
| o | 6051 | 7.8% |
| 5761 | 7.4% | |
| a | 5490 | 7.0% |
| n | 5108 | 6.6% |
| h | 4570 | 5.9% |
| e | 3677 | 4.7% |
| W | 3387 | 4.3% |
| d | 3317 | 4.3% |
| Other values (17) | 22472 |
portfolio_balance
Real number (ℝ)
| Distinct | 6884 |
|---|---|
| Distinct (%) | 84.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.353368 |
| Minimum | -78.43 |
|---|---|
| Maximum | 4283.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 852 |
| Negative (%) | 10.5% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | -78.43 |
|---|---|
| 5-th percentile | -13.54 |
| Q1 | 26.2775 |
| median | 65.56 |
| Q3 | 123.97 |
| 95-th percentile | 271.5595 |
| Maximum | 4283.56 |
| Range | 4361.99 |
| Interquartile range (IQR) | 97.6925 |
Descriptive statistics
| Standard deviation | 108.30354 |
|---|---|
| Coefficient of variation (CV) | 1.2120812 |
| Kurtosis | 283.27618 |
| Mean | 89.353368 |
| Median Absolute Deviation (MAD) | 45.695 |
| Skewness | 8.8954715 |
| Sum | 725906.76 |
| Variance | 11729.656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.45 | 5 | 0.1% |
| 57.9 | 5 | 0.1% |
| 8.89 | 4 | < 0.1% |
| 23.38 | 4 | < 0.1% |
| 4.09 | 4 | < 0.1% |
| 51.05 | 4 | < 0.1% |
| 89.12 | 4 | < 0.1% |
| 118.52 | 4 | < 0.1% |
| 30 | 4 | < 0.1% |
| 102.64 | 4 | < 0.1% |
| Other values (6874) | 8082 |
| Value | Count | Frequency (%) |
| -78.43 | 1 | |
| -77.23 | 1 | |
| -76.35 | 1 | |
| -73.35 | 1 | |
| -72.74 | 1 | |
| -69.38 | 1 | |
| -67.42 | 1 | |
| -66.27 | 1 | |
| -64.3 | 1 | |
| -64.16 | 1 |
| Value | Count | Frequency (%) |
| 4283.56 | 1 | |
| 1097.44 | 1 | |
| 1053.8 | 1 | |
| 1024.68 | 1 | |
| 952.49 | 1 | |
| 862.32 | 1 | |
| 844.24 | 1 | |
| 790.83 | 1 | |
| 769.02 | 1 | |
| 763.22 | 1 |
net_worth
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8124 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8124 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8124 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8124 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 7264 | |
| 1 | 860 | 10.6% |
insurance
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 3605 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.144135 |
| Minimum | 0 |
|---|---|
| Maximum | 2952.37 |
| Zeros | 1449 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 13.99 |
| median | 49.97 |
| Q3 | 115.835 |
| 95-th percentile | 284.404 |
| Maximum | 2952.37 |
| Range | 2952.37 |
| Interquartile range (IQR) | 101.845 |
Descriptive statistics
| Standard deviation | 107.78553 |
|---|---|
| Coefficient of variation (CV) | 1.2809631 |
| Kurtosis | 69.51097 |
| Mean | 84.144135 |
| Median Absolute Deviation (MAD) | 46.48 |
| Skewness | 4.5115692 |
| Sum | 683586.95 |
| Variance | 11617.72 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1449 | 17.8% |
| 9.99 | 59 | 0.7% |
| 0.01 | 44 | 0.5% |
| 29.99 | 44 | 0.5% |
| 19.99 | 37 | 0.5% |
| 34.99 | 31 | 0.4% |
| 24.99 | 31 | 0.4% |
| 27.99 | 30 | 0.4% |
| 11.99 | 29 | 0.4% |
| 22.99 | 29 | 0.4% |
| Other values (3595) | 6341 |
| Value | Count | Frequency (%) |
| 0 | 1449 | |
| 0.01 | 44 | 0.5% |
| 0.02 | 16 | 0.2% |
| 0.03 | 2 | < 0.1% |
| 0.08 | 1 | < 0.1% |
| 0.51 | 18 | 0.2% |
| 0.52 | 12 | 0.1% |
| 0.53 | 5 | 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.58 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2952.37 | 1 | |
| 1101 | 1 | |
| 899.05 | 1 | |
| 895.52 | 1 | |
| 882.41 | 1 | |
| 866.08 | 1 | |
| 834.37 | 1 | |
| 816.13 | 1 | |
| 806.07 | 1 | |
| 799.59 | 1 |
loan
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 2105 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.832744 |
| Minimum | 0 |
|---|---|
| Maximum | 4905.93 |
| Zeros | 3837 |
| Zeros (%) | 47.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.49 |
| Q3 | 29.325 |
| 95-th percentile | 141.3155 |
| Maximum | 4905.93 |
| Range | 4905.93 |
| Interquartile range (IQR) | 29.325 |
Descriptive statistics
| Standard deviation | 86.938714 |
|---|---|
| Coefficient of variation (CV) | 2.9142044 |
| Kurtosis | 1242.3473 |
| Mean | 29.832744 |
| Median Absolute Deviation (MAD) | 3.49 |
| Skewness | 24.687043 |
| Sum | 242361.21 |
| Variance | 7558.3399 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3837 | |
| 4.99 | 75 | 0.9% |
| 9.99 | 48 | 0.6% |
| 14.99 | 40 | 0.5% |
| 5.99 | 38 | 0.5% |
| 4.49 | 34 | 0.4% |
| 3.99 | 33 | 0.4% |
| 6.99 | 32 | 0.4% |
| 15.99 | 31 | 0.4% |
| 10.99 | 28 | 0.3% |
| Other values (2095) | 3928 |
| Value | Count | Frequency (%) |
| 0 | 3837 | |
| 0.01 | 21 | 0.3% |
| 0.02 | 6 | 0.1% |
| 0.51 | 2 | < 0.1% |
| 0.52 | 1 | < 0.1% |
| 0.74 | 1 | < 0.1% |
| 0.99 | 5 | 0.1% |
| 1 | 5 | 0.1% |
| 1.03 | 1 | < 0.1% |
| 1.19 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4905.93 | 1 | |
| 1323.56 | 1 | |
| 1280.2 | 1 | |
| 1229.64 | 1 | |
| 898.39 | 1 | |
| 835.22 | 1 | |
| 777.24 | 1 | |
| 771.21 | 1 | |
| 728.13 | 1 | |
| 687.37 | 1 |
sip_investments
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2711 |
|---|---|
| Distinct (%) | 33.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.780874 |
| Minimum | 0 |
|---|---|
| Maximum | 2570.75 |
| Zeros | 2016 |
| Zeros (%) | 24.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 27.975 |
| Q3 | 66.4125 |
| 95-th percentile | 166.837 |
| Maximum | 2570.75 |
| Range | 2570.75 |
| Interquartile range (IQR) | 66.4025 |
Descriptive statistics
| Standard deviation | 68.729669 |
|---|---|
| Coefficient of variation (CV) | 1.4384347 |
| Kurtosis | 234.39128 |
| Mean | 47.780874 |
| Median Absolute Deviation (MAD) | 27.975 |
| Skewness | 8.3986552 |
| Sum | 388171.82 |
| Variance | 4723.7674 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2016 | 24.8% |
| 11.99 | 89 | 1.1% |
| 9.99 | 70 | 0.9% |
| 1 | 49 | 0.6% |
| 19.99 | 49 | 0.6% |
| 23.98 | 48 | 0.6% |
| 13.99 | 48 | 0.6% |
| 19.98 | 38 | 0.5% |
| 4.99 | 37 | 0.5% |
| 11.49 | 37 | 0.5% |
| Other values (2701) | 5643 |
| Value | Count | Frequency (%) |
| 0 | 2016 | |
| 0.01 | 24 | 0.3% |
| 0.02 | 12 | 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.48 | 1 | < 0.1% |
| 0.5 | 3 | < 0.1% |
| 0.51 | 15 | 0.2% |
| 0.52 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 2570.75 | 1 | |
| 765.03 | 1 | |
| 708.87 | 1 | |
| 702.89 | 1 | |
| 690.07 | 1 | |
| 660.87 | 1 | |
| 637.47 | 1 | |
| 599.07 | 1 | |
| 590.9 | 1 | |
| 578.53 | 1 |
lumpsum_investments
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6491 |
|---|---|
| Distinct (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.125876 |
| Minimum | 0 |
|---|---|
| Maximum | 4281.35 |
| Zeros | 171 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.173 |
| Q1 | 27.0975 |
| median | 61.6 |
| Q3 | 117.285 |
| 95-th percentile | 266.0655 |
| Maximum | 4281.35 |
| Range | 4281.35 |
| Interquartile range (IQR) | 90.1875 |
Descriptive statistics
| Standard deviation | 104.29152 |
|---|---|
| Coefficient of variation (CV) | 1.1701599 |
| Kurtosis | 329.3675 |
| Mean | 89.125876 |
| Median Absolute Deviation (MAD) | 40.275 |
| Skewness | 9.9928113 |
| Sum | 724058.62 |
| Variance | 10876.722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 171 | 2.1% |
| 4 | 19 | 0.2% |
| 11 | 15 | 0.2% |
| 6 | 11 | 0.1% |
| 6.66 | 11 | 0.1% |
| 5 | 10 | 0.1% |
| 8 | 10 | 0.1% |
| 4.5 | 10 | 0.1% |
| 2 | 8 | 0.1% |
| 10 | 8 | 0.1% |
| Other values (6481) | 7851 |
| Value | Count | Frequency (%) |
| 0 | 171 | |
| 0.09 | 1 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.19 | 4 | < 0.1% |
| 0.22 | 1 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 0.34 | 4 | < 0.1% |
| 0.66 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4281.35 | 1 | |
| 1113.73 | 1 | |
| 1059.36 | 1 | |
| 1056.8 | 1 | |
| 941.41 | 1 | |
| 879.17 | 1 | |
| 867.49 | 1 | |
| 807.69 | 1 | |
| 780.25 | 1 | |
| 765.75 | 1 |
combined_purchase
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2009 |
|---|---|
| Distinct (%) | 24.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.449753 |
| Minimum | 0 |
|---|---|
| Maximum | 4306.42 |
| Zeros | 3824 |
| Zeros (%) | 47.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4.99 |
| Q3 | 44.49 |
| 95-th percentile | 190.6635 |
| Maximum | 4306.42 |
| Range | 4306.42 |
| Interquartile range (IQR) | 44.49 |
Descriptive statistics
| Standard deviation | 111.45834 |
|---|---|
| Coefficient of variation (CV) | 2.6256534 |
| Kurtosis | 368.2225 |
| Mean | 42.449753 |
| Median Absolute Deviation (MAD) | 4.99 |
| Skewness | 13.648152 |
| Sum | 344861.79 |
| Variance | 12422.961 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3824 | |
| 19.99 | 95 | 1.2% |
| 11.99 | 62 | 0.8% |
| 9.99 | 60 | 0.7% |
| 14.99 | 49 | 0.6% |
| 4.99 | 44 | 0.5% |
| 24.99 | 43 | 0.5% |
| 9.49 | 39 | 0.5% |
| 15.99 | 38 | 0.5% |
| 29.99 | 35 | 0.4% |
| Other values (1999) | 3835 |
| Value | Count | Frequency (%) |
| 0 | 3824 | |
| 0.01 | 27 | 0.3% |
| 0.02 | 7 | 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.51 | 10 | 0.1% |
| 0.52 | 5 | 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.99 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 4306.42 | 1 | |
| 2828.79 | 1 | |
| 2142.62 | 1 | |
| 2033.85 | 1 | |
| 1768.42 | 1 | |
| 1624.58 | 1 | |
| 1508.02 | 1 | |
| 1470.85 | 1 | |
| 1418.89 | 1 | |
| 1063.69 | 1 |
| year_last_moved | balance_transfer | term_deposit | avg_account_balance | portfolio_balance | insurance | loan | sip_investments | lumpsum_investments | combined_purchase | num_children | age_band | marital_status | occupation | occupation_partner | home_status | family_income | self_employed | self_employed_partner | gender | region | net_worth | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year_last_moved | 1.000 | 0.008 | 0.002 | 0.004 | 0.020 | 0.011 | 0.050 | 0.011 | 0.023 | 0.027 | 0.130 | 0.207 | 0.137 | 0.137 | 0.121 | 0.047 | 0.107 | 0.036 | 0.056 | 0.000 | 0.015 | 0.016 |
| balance_transfer | 0.008 | 1.000 | 0.225 | 0.411 | 0.532 | 0.498 | 0.186 | 0.351 | 0.598 | 0.198 | 0.000 | 0.031 | 0.011 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.049 | 0.021 | 0.015 |
| term_deposit | 0.002 | 0.225 | 1.000 | 0.249 | 0.440 | 0.400 | 0.196 | 0.249 | 0.495 | 0.383 | 0.000 | 0.012 | 0.013 | 0.007 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.009 | 0.008 | 0.013 |
| avg_account_balance | 0.004 | 0.411 | 0.249 | 1.000 | 0.577 | 0.497 | 0.303 | 0.473 | 0.663 | 0.266 | 0.010 | 0.000 | 0.029 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.005 | 0.014 | 0.104 |
| portfolio_balance | 0.020 | 0.532 | 0.440 | 0.577 | 1.000 | 0.734 | 0.415 | 0.593 | 0.873 | 0.450 | 0.030 | 0.034 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.083 |
| insurance | 0.011 | 0.498 | 0.400 | 0.497 | 0.734 | 1.000 | 0.290 | 0.466 | 0.837 | 0.359 | 0.017 | 0.026 | 0.016 | 0.015 | 0.000 | 0.001 | 0.000 | 0.000 | 0.023 | 0.000 | 0.007 | 0.156 |
| loan | 0.050 | 0.186 | 0.196 | 0.303 | 0.415 | 0.290 | 1.000 | 0.316 | 0.471 | 0.215 | 0.021 | 0.009 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.005 |
| sip_investments | 0.011 | 0.351 | 0.249 | 0.473 | 0.593 | 0.466 | 0.316 | 1.000 | 0.678 | 0.266 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.041 |
| lumpsum_investments | 0.023 | 0.598 | 0.495 | 0.663 | 0.873 | 0.837 | 0.471 | 0.678 | 1.000 | 0.514 | 0.010 | 0.034 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.053 |
| combined_purchase | 0.027 | 0.198 | 0.383 | 0.266 | 0.450 | 0.359 | 0.215 | 0.266 | 0.514 | 1.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.254 |
| num_children | 0.130 | 0.000 | 0.000 | 0.010 | 0.030 | 0.017 | 0.021 | 0.024 | 0.010 | 0.024 | 1.000 | 0.311 | 0.132 | 0.189 | 0.161 | 0.022 | 0.131 | 0.063 | 0.115 | 0.044 | 0.024 | 0.006 |
| age_band | 0.207 | 0.031 | 0.012 | 0.000 | 0.034 | 0.026 | 0.009 | 0.000 | 0.034 | 0.000 | 0.311 | 1.000 | 0.283 | 0.320 | 0.239 | 0.189 | 0.155 | 0.094 | 0.149 | 0.053 | 0.020 | 0.000 |
| marital_status | 0.137 | 0.011 | 0.013 | 0.029 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.132 | 0.283 | 1.000 | 0.173 | 0.248 | 0.159 | 0.225 | 0.020 | 0.126 | 0.060 | 0.031 | 0.000 |
| occupation | 0.137 | 0.000 | 0.007 | 0.012 | 0.022 | 0.015 | 0.017 | 0.000 | 0.015 | 0.000 | 0.189 | 0.320 | 0.173 | 1.000 | 0.273 | 0.098 | 0.221 | 0.300 | 0.168 | 0.232 | 0.040 | 0.000 |
| occupation_partner | 0.121 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.161 | 0.239 | 0.248 | 0.273 | 1.000 | 0.073 | 0.180 | 0.150 | 0.368 | 0.325 | 0.040 | 0.000 |
| home_status | 0.047 | 0.022 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.189 | 0.159 | 0.098 | 0.073 | 1.000 | 0.162 | 0.030 | 0.036 | 0.037 | 0.061 | 0.000 |
| family_income | 0.107 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.131 | 0.155 | 0.225 | 0.221 | 0.180 | 0.162 | 1.000 | 0.120 | 0.107 | 0.092 | 0.038 | 0.004 |
| self_employed | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.094 | 0.020 | 0.300 | 0.150 | 0.030 | 0.120 | 1.000 | 0.240 | 0.113 | 0.044 | 0.000 |
| self_employed_partner | 0.056 | 0.000 | 0.000 | 0.009 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.024 | 0.115 | 0.149 | 0.126 | 0.168 | 0.368 | 0.036 | 0.107 | 0.240 | 1.000 | 0.110 | 0.023 | 0.000 |
| gender | 0.000 | 0.049 | 0.009 | 0.005 | 0.006 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.044 | 0.053 | 0.060 | 0.232 | 0.325 | 0.037 | 0.092 | 0.113 | 0.110 | 1.000 | 0.081 | 0.022 |
| region | 0.015 | 0.021 | 0.008 | 0.014 | 0.000 | 0.007 | 0.011 | 0.000 | 0.007 | 0.000 | 0.024 | 0.020 | 0.031 | 0.040 | 0.040 | 0.061 | 0.038 | 0.044 | 0.023 | 0.081 | 1.000 | 0.008 |
| net_worth | 0.016 | 0.015 | 0.013 | 0.104 | 0.083 | 0.156 | 0.005 | 0.041 | 0.053 | 0.254 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.022 | 0.008 | 1.000 |
| num_children | age_band | marital_status | occupation | occupation_partner | home_status | family_income | self_employed | self_employed_partner | year_last_moved | balance_transfer | term_deposit | avg_account_balance | gender | region | portfolio_balance | net_worth | insurance | loan | sip_investments | lumpsum_investments | combined_purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 31-35 | Partner | Professional | Professional | Own Home | >=35,000 | No | No | 1981.00 | 29.99 | 312.25 | 108.85 | Female | North West | 360.37 | 2 | 388.51 | 230.87 | 143.33 | 369.36 | 34.66 |
| 1 | 0 | 45-50 | Partner | Secretarial/Admin | Professional | Own Home | >=35,000 | No | No | 1997.00 | 74.48 | 0.00 | 48.45 | Female | North West | 89.22 | 2 | 110.95 | 15.99 | 0.00 | 87.42 | 54.97 |
| 2 | 1 | 36-40 | Partner | Manual Worker | Manual Worker | Rent Privately | <22,500, >=20,000 | Yes | Yes | 1996.00 | 24.46 | 0.00 | 0.00 | Female | South West | 14.50 | 2 | 18.44 | 0.02 | 10.46 | 15.15 | 0.00 |
| 3 | 2 | 31-35 | Partner | Manual Worker | Manual Worker | Own Home | <25,000, >=22,500 | No | No | 1990.00 | 0.00 | 0.00 | 0.00 | Female | Scotland | 68.98 | 2 | 29.99 | 0.00 | 0.00 | 20.00 | 44.99 |
| 4 | 0 | 55-60 | Partner | Housewife | Professional | Own Home | >=35,000 | No | No | 1989.00 | 0.00 | 0.00 | 0.00 | Female | Unknown | 1.88 | 2 | 0.00 | 0.00 | 9.98 | 3.32 | 0.00 |
| 5 | 0 | 45-50 | Partner | Secretarial/Admin | Business Manager | Own Home | >=35,000 | No | No | 1984.00 | 0.01 | 0.00 | 0.00 | Female | Northern Ireland | 33.62 | 2 | 56.40 | 28.98 | 0.00 | 32.24 | 9.49 |
| 6 | 0 | 36-40 | Partner | Secretarial/Admin | Secretarial/Admin | Own Home | <30,000, >=27,500 | Yes | No | 1986.00 | 0.00 | 0.00 | 26.96 | Female | West Midlands | 13.12 | 2 | 0.00 | 26.98 | 81.42 | 47.38 | 15.48 |
| 7 | 0 | 61-65 | Partner | Retired | Retired | Own Home | <20,000, >=17,500 | No | No | 1998.00 | 0.00 | 0.00 | 0.00 | Male | North West | 15.74 | 2 | 0.00 | 0.00 | 29.95 | 9.98 | 0.00 |
| 8 | 1 | 45-50 | Partner | Professional | Professional | Own Home | >=35,000 | No | No | 1980.00 | 82.96 | 0.00 | 0.00 | Female | Unknown | 36.05 | 2 | 52.96 | 28.97 | 0.00 | 45.67 | 0.00 |
| 9 | 3 | 36-40 | Partner | Professional | Housewife | Own Home | <27,500, >=25,000 | Yes | No | 1997.00 | 0.00 | 0.00 | 0.00 | Male | North West | 8.60 | 2 | 0.00 | 15.99 | 24.47 | 13.48 | 0.00 |
| num_children | age_band | marital_status | occupation | occupation_partner | home_status | family_income | self_employed | self_employed_partner | year_last_moved | balance_transfer | term_deposit | avg_account_balance | gender | region | portfolio_balance | net_worth | insurance | loan | sip_investments | lumpsum_investments | combined_purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8114 | 1 | 45-50 | Partner | Retired | Housewife | Own Home | <12,500, >=10,000 | No | No | 1982.00 | 104.98 | 27.99 | 19.99 | Male | Unknown | 116.45 | 1 | 99.47 | 0.00 | 0.00 | 99.42 | 148.45 |
| 8115 | 2 | 36-40 | Partner | Secretarial/Admin | Business Manager | Own Home | <27,500, >=25,000 | No | No | 1986.00 | 91.46 | 0.00 | 28.46 | Female | North | 114.38 | 2 | 102.44 | 60.46 | 88.38 | 117.86 | 17.48 |
| 8116 | 0 | 61-65 | Partner | Retired | Retired | Own Home | < 8,000, >= 4,000 | No | No | 1982.00 | 25.49 | 0.00 | 35.98 | Female | South East | -7.37 | 2 | 0.00 | 6.48 | 11.98 | 22.16 | 0.00 |
| 8117 | 1 | 26-30 | Partner | Secretarial/Admin | Professional | Own Home | >=35,000 | No | No | 1998.00 | 67.97 | 95.46 | 81.45 | Female | Scotland | 91.37 | 2 | 53.94 | 1.49 | 49.94 | 96.51 | 0.00 |
| 8118 | 0 | 45-50 | Partner | Professional | Secretarial/Admin | Own Home | >=35,000 | No | No | 1981.00 | 15.99 | 54.98 | 88.92 | Male | North West | 210.66 | 2 | 137.44 | 33.43 | 137.32 | 162.98 | 98.92 |
| 8119 | 3 | 36-40 | Partner | Manual Worker | Housewife | Own Home | <20,000, >=17,500 | No | No | 1981.00 | 0.00 | 0.00 | 0.00 | Male | North West | 15.23 | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| 8120 | 0 | 61-65 | Widowed | Retired | Professional | Own Home | < 8,000, >= 4,000 | No | No | 1960.00 | 0.00 | 9.49 | 2.99 | Female | East Midlands | 68.42 | 2 | 0.00 | 0.00 | 46.76 | 18.48 | 0.00 |
| 8121 | 1 | 41-45 | Single/Never Married | Housewife | Professional | Rent from Council/HA | < 8,000, >= 4,000 | No | No | 1987.00 | 107.42 | 0.00 | 38.95 | Female | Northern Ireland | 106.06 | 2 | 47.41 | 3.72 | 102.37 | 86.60 | 0.00 |
| 8122 | 0 | 61-65 | Partner | Retired | Retired | Own Home | < 4,000 | No | No | 1985.00 | 59.48 | 0.00 | 0.00 | Female | South East | -9.19 | 2 | 0.00 | 0.00 | 0.00 | 11.90 | 0.00 |
| 8123 | 3 | 41-45 | Partner | Business Manager | Housewife | Own Home | <25,000, >=22,500 | No | No | 1974.00 | 74.47 | 42.98 | 51.46 | Male | North | 160.79 | 2 | 140.94 | 100.39 | 73.91 | 165.13 | 77.95 |